Ask Question, Ask an Expert

+61-413 786 465

info@mywordsolution.com

Ask Statistics and Probability Expert

1.

Pearson Correlation cannot be used to identify non-linear relationships between two variables.

A) True

B) False

2.

Regression cannot be used to identify non-linear relationships between two variables.

A) True

B) False

3.

Suppose you have a regression model that depicts the relationship between sales in dollars (S) and the price of the product in dollars (P) such that S = 10 - 2P. Which of the following is the correct interpretation of the price coefficient (i.e., -2)?

A) A $1 increase in price will decrease sales by $2.

B) A $1 increase in sales will occur if there is a $2 decrease in price.

C) A 1% increase in price will cause a 2% decrease in sales.

D) A 1% increase in sales will be caused by a 2% decrease in price.

4.

Suppose you have a regression model that depicts the relationship between sales in dollars (S) and the price of the product in dollars (P) such that log(S) = 10 - 2(logP). Which of the following is the correct interpretation of the price coefficient (i.e., -2)?

A) A $1 increase in price will decrease sales by $2.

B) A $1 increase in sales will occur if there is a $2 decrease in price.

C) A 1% increase in price will decrease sales by 2%.

D) A 1% increase in sales will result from a 2% decrease in price.

Situation 8.1:

A chemist employed by a pharmaceutical company has developed a muscle relaxant. She took a sample of 14 people suffering from extreme muscle constriction. She gave each a vial of the liquid drug and recorded the time to relief (measured in seconds)for each. She then estimated a regression model to this data and found the following: Relief = 1283 (3.65) - 25.22Dose (2.92) - 0.86DoseSquared (2.13) where numbers in parentheses are t-statistics for the corresponding variable coefficient.

5.

The chemist ask you to determine if the there is a significant relationship between dose and time to relief. Using a one-tail test, your best answer would be:

A) Given the results provided, dose is significant at .01 level.

B) Given the results provided, dose is significant at the .05 level.

C) Given the results provided, dose is significant at the .10 level.

D) Given the results provided, dose does not significantly affect time to relief.

6.

Suppose the chemist decides to determine if there is a quadratic effect (e.g. DoseSquared). Should the chemist use a one-tail or two-tail test?

A) A one-tail since the effect of increasing the dosage will eventually taper off so expect dose squared to be negative.

B) A one-tail test since the effect of increasing the dosage will be to accelerate time to relief so expect sign of dose squared is positive.

C) A two-tail test since we do not know what effect an increased dosage will have so do not know sign to expect for dose squared.

D) One could select either a one-tail or two-tail test as long as test at alpha = 0.01.

7.

The chemist concludes that there is a quadratic effect (Dose-squared) for the muscle relaxation medication. This conclusion is appropriate using a two-tail test and alpha = .05.

A) True

B) False

8.

A dummy variable is used when:

A) Two variables are collinear.

B) The model is non-linear

C) The variable is categorical or qualitative.

D) The preferred variable is missing and you must use a proxy variable.

You are hired by a major refrigerator manufacturer to estimate the demand for their refrigerators. You use the following independent variables in this effort.

i.

Population (POP), age 21-35, in thousands.

ii.

Housing starts (H), in thousands.

iii.

Refrigerator price index (P).

iv.

Disposable personal income per capita (Y), in thousands of dollars.

v.

Advertising expenditures (A), in thousands of dollars.

vi.

Replacement trend (R), a replacement probability function constructed from prior refrigerator sales, based on a 16-year average refrigerator life, and average age of refrigerators in market area.

Quarterly data for the years 1997 through 2002 were used to run the regression on refrigerator sales (in thousands). The results are described in Tables 1 and 2 below.

TABLE 1: Regression Results

Variable

Coefficient

t-stat

POP

+0.045

1.41

H

+0.657

3.13

P

-1579.0

2.21

Y

+2254.0

1.56

A

+67.5

2.74

R

+0.756

4.85

CONSTANT

-1245.0

1.11

 

 

 

R2 = .67

Adjusted R= .59

F = 2.75

TABLE 2:Correlation Matrix

Variables

Correlation

Variables

Correlation

Variables

Correlation

POP,H

.844

H,P

.356

P,A

.055

POP,Y

.767

H,Y

.904

P,R

-.005

POP,R

-.003

H,A

.015

Y,A

.805

POP,P

.450

H,R

.120

Y,R

.225

POP,A

.674

P,Y

.856

A,R

.022

9.

Assuming that a one-tail test is appropriate for all coefficients and a significance level of .05, which of the variables in the model are significant (exclude constant or intercept from consideration)?

A) R,H,A

B) R,H,A,P

C) R,H,A,P,Y

D) R,H,A,P,Y,POP

10.

What problem can be caused by multicollinearity?

A) The inability to isolate the distinct effects of the related independent variables.

B) Smaller than expected p-values leading to misinterpretations.

C) Smaller than expected standard errors leading to wrong conclusions.

D) Significant t-values and a high R-squared.

11.

Which of the following is the best example of the potential issues associated with multicollineary?

A) Adjusted R-squared is less than R-squared.

B) H and R have a low correlation but both have significant coefficients.

C) POP and Y are correlated and both have insignificant coefficients.

12.

Suppose you check on seasonality in the sales of refrigerators by creating the following variables: Q1 = 1 if first quarter, 0 otherwise; Q2 = 1 if second quarter, 0 otherwise; and Q3 = 1 if third quarter, 0 otherwise. The coefficient for Q2 equals +0.5 and is statistically significant and Q4 is the "omitted" category. Interpret Q2.

A) There are, on average, 500 more refrigerators sold in the second quarter, holding constant the other variables.

B) There are, on average, 500 more refrigerators sold in the second quarter than the first quarter, holding constant the other variables.

C) There are, on average, 500 more refrigerators sold in the second quarter than the third quarter, holding constant the other variables.

D) There are, on average, 500 more refrigerators sold in the second quarter than the fourth quarter, holding constant the other variables.

Statistics and Probability, Statistics

  • Category:- Statistics and Probability
  • Reference No.:- M91674378
  • Price:- $20

Priced at Now at $20, Verified Solution

Have any Question?


Related Questions in Statistics and Probability

How do you calculate true population proportion if your

How do you calculate true population proportion if your defective sample is too small? For example, if you have 50 and defect is 4. Please look below for more details

Staples has six special drafting pencils for sale two of

Staples has six special drafting pencils for sale, two of which are defective. A student buys two of these six drafting pencils, selected at random. Let the random variable X be the number of defective pencils. Construct ...

A puck company wants to sponsor the players with the 10

A puck company wants to sponsor the players with the 10% quickest goals in hockey games. The times of first goals are normally distributed with a mean of 8.54 minutes and a standard deviation of 4.91 minutes. How fast wo ...

Confidence1the daily sales of burger baby restaurants

Confidence 1.The daily sales of Burger Baby restaurants follow the normal distribution with a standard deviation of $4000. a. A sample is taken of 50 restaurants and the average sales were $40,000/day. What is the 99% co ...

A doctor wants to predict the birth weight of a newborn

A doctor wants to predict the birth weight of a newborn baby (measured in grams) based on the gestational age (measured in weeks) at the time of birth. The doctor uses 11 data points, with births ranging from 29 weeks to ...

In a survey of women in a certain country ages 20-29 the

In a survey of women in a certain country? (ages 20-?29), the mean height was 65.3 inches with a standard deviation of 2.71 inches. Answer the following questions about the specified normal distribution. ?(a) What height ...

Based on labor statistics17nbspof workers in a particular

Based on labor? statistics,17% of workers in a particular profession are female. Complete parts a through e below based on a random sample of 8 workers in this profession. a. What is the probability that exactly one work ...

Suppose we can only sample from uniform distribution 01

Suppose we can only sample from Uniform distribution (0,1) with k=3. Design an algorithm to simulate chi-square distribution with 2k freedom via general transformation method.

Calculate cash inflow or outflow from operating activities

Calculate cash inflow or outflow from operating activities given the following information: Net loss - $12,000; depreciation expense $3,000; increase in AR $1,250; decrease in inventory $900; increase in AP $760.

A brewery pulls 905 bottles of beer to sample them for

A brewery pulls 905 bottles of beer to sample them for quality control . in the past there has been a 0.12 probability that a bottle of beer is defective. Assuming this trend continues, what is the probability that fewer ...

  • 4,153,160 Questions Asked
  • 13,132 Experts
  • 2,558,936 Questions Answered

Ask Experts for help!!

Looking for Assignment Help?

Start excelling in your Courses, Get help with Assignment

Write us your full requirement for evaluation and you will receive response within 20 minutes turnaround time.

Ask Now Help with Problems, Get a Best Answer

Why might a bank avoid the use of interest rate swaps even

Why might a bank avoid the use of interest rate swaps, even when the institution is exposed to significant interest rate

Describe the difference between zero coupon bonds and

Describe the difference between zero coupon bonds and coupon bonds. Under what conditions will a coupon bond sell at a p

Compute the present value of an annuity of 880 per year

Compute the present value of an annuity of $ 880 per year for 16 years, given a discount rate of 6 percent per annum. As

Compute the present value of an 1150 payment made in ten

Compute the present value of an $1,150 payment made in ten years when the discount rate is 12 percent. (Do not round int

Compute the present value of an annuity of 699 per year

Compute the present value of an annuity of $ 699 per year for 19 years, given a discount rate of 6 percent per annum. As